Deep-Learning

Deep learning projects. Part of Udacity Deep Learning Nanodegree.

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Dog breed clasifier

• Humans Detection - Haar feature-based cascade classifiers
• Detect Dogs - Pre-trained model to detect dogs in images. VGG 16
• CNN to Classify Dog Breeds (from Scratch)
• CNN to Classify Dog Breeds (using Transfer Learning) inception_v3
• More about dog breed clasifier project

Generate TV Script

• Generating fake Seinfeld TV scripts using RNNs.
• Dataset - Seinfeld Chronicles complete Seinfeld scripts and episode details.
• RNN Architecture - long short-term memory (LSTM) - Using PyTorch
• More about generate TV script project

Generative Adversarial Network - MNIST

• Generate new handwritten digits using GANs trained on MNIST dataset.
• Used fully connected layers architecture in PyTorch.
• More about generative adversarial network - MNIST project